{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "\n",
    "\n",
    "torch.manual_seed(12046)\n",
    "\n",
    "# 批归一化\n",
    "class BatchNorm1d:\n",
    "    \n",
    "    def __init__(self, dim, eps=1e-5, momentum=0.1):\n",
    "        # 用于处理方差等于0的极端情况\n",
    "        self.eps = eps\n",
    "        # 模型参数\n",
    "        self.gamma = torch.ones(dim)\n",
    "        self.beta = torch.zeros(dim)\n",
    "        # 用于表示是否在模型训练阶段\n",
    "        self.training = True\n",
    "        # 用于预估所有数据的期望的方差\n",
    "        self.momentum = momentum\n",
    "        self.running_mean = torch.zeros(dim)\n",
    "        self.running_var = torch.ones(dim)\n",
    " \n",
    "    def __call__(self, x):\n",
    "        if self.training:\n",
    "            # 计算期望和方差\n",
    "            xmean = x.mean(0, keepdim=True)\n",
    "            xvar = x.var(0, keepdim=True, unbiased=False)\n",
    "        else:\n",
    "            xmean = self.running_mean\n",
    "            xvar = self.running_var\n",
    "        # 归一化处理\n",
    "        xhat = (x - xmean) / torch.sqrt(xvar + self.eps)\n",
    "        self.out = self.gamma * xhat + self.beta\n",
    "        if self.training:\n",
    "            with torch.no_grad():\n",
    "                self.running_mean = (1 - self.momentum) * self.running_mean + self.momentum * xmean\n",
    "                self.running_var = (1 - self.momentum) * self.running_var + self.momentum * xvar\n",
    "        return self.out\n",
    "\n",
    "    def parameters(self):\n",
    "        return [self.gamma, self.beta]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import Linear, Tanh, Sequential\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "# 在模型中加入归一化层\n",
    "n_hidden = 100\n",
    "model = Sequential([\n",
    "    Linear(       2, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n",
    "    Linear(n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n",
    "    Linear(n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n",
    "    Linear(n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n",
    "    Linear(       n_hidden, 2, bias=False)\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 参数初始化优化\n",
    "with torch.no_grad():\n",
    "    for layer in model.layers:\n",
    "        if isinstance(layer, Linear):\n",
    "            in_features, out_features = layer.weight.shape\n",
    "            # 将权重项的方差变小\n",
    "            layer.weight *= 1 / in_features ** 0.5\n",
    "            \n",
    "# 对于模型参数，需要记录它们的梯度（为反向传播做准备）\n",
    "for p in model.parameters():\n",
    "    p.requires_grad = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "np.random.seed(12046)\n",
    "data = make_moons(n_samples=2000, noise=.05)\n",
    "scaler = StandardScaler()\n",
    "data = (scaler.fit_transform(data[0]), data[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(max_steps):\n",
    "    batch_size = 2000\n",
    "    lossi = []\n",
    "    udi = {}\n",
    "    x, y = torch.tensor(data[0]).float(), torch.tensor(data[1])\n",
    "    _prob = torch.ones(x.shape[0]) / x.shape[0]\n",
    "\n",
    "    for i in range(max_steps):\n",
    "        # 构造批次训练数据\n",
    "        ## 不放回的随机抽样\n",
    "        ix = _prob.multinomial(batch_size)\n",
    "        xb = x[ix]\n",
    "        yb = y[ix]\n",
    "        # 向前传播\n",
    "        logits = model(xb)\n",
    "        loss = F.cross_entropy(logits, yb)\n",
    "        # 保留中间节点的梯度，以便观察\n",
    "        for layer in model.layers:\n",
    "            layer.out.retain_grad()\n",
    "        for p in model.parameters():\n",
    "            p.grad = None\n",
    "        # 反向传播\n",
    "        loss.backward()\n",
    "        # 更新模型参数\n",
    "        ## 学习速率衰减\n",
    "        learning_rate = 0.01 if i < 500 else 1\n",
    "        with torch.no_grad():\n",
    "            for i, p in enumerate(model.parameters()):\n",
    "                p -= learning_rate * p.grad\n",
    "                udi[i] = udi.get(i, []) + [(learning_rate * p.grad).std() / p.std()]\n",
    "        lossi.append(loss.item())\n",
    "    return lossi, udi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0.9243127107620239],\n",
       " {0: [tensor(0.0018)],\n",
       "  1: [tensor(1.0000)],\n",
       "  2: [tensor(1.)],\n",
       "  3: [tensor(0.0067)],\n",
       "  4: [tensor(1.0000)],\n",
       "  5: [tensor(1.)],\n",
       "  6: [tensor(0.0046)],\n",
       "  7: [tensor(1.0000)],\n",
       "  8: [tensor(1.)],\n",
       "  9: [tensor(0.0034)],\n",
       "  10: [tensor(1.0000)],\n",
       "  11: [tensor(1.)],\n",
       "  12: [tensor(0.0241)]})"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_model(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 观察激活函数的状态\n",
    "plt.figure(figsize=(10, 6), dpi=80)\n",
    "# 解决中文显示的问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams.update({'font.size': 13})\n",
    "legends = []\n",
    "for i, layer in enumerate(model.layers):\n",
    "    if isinstance(layer, (Tanh)):\n",
    "        t = layer.out\n",
    "        # 激活函数的输出大于0.99时，激活函数“过热”\n",
    "        saturation = (t.abs() > 0.99).float().mean()\n",
    "        hy, hx = torch.histogram(t, density=True)\n",
    "        plt.plot(hx[:-1].detach(), hy.detach())\n",
    "        layer_name = f'layer {i} ({layer.__class__.__name__})'\n",
    "        stats = f'mean {t.mean():+.2f}, std {t.std():.2f}, saturated {saturation:.2%}'\n",
    "        legends.append(f'{layer_name}: {stats}')\n",
    "plt.legend(legends, shadow=True)\n",
    "plt.title('激活函数输出分布情况', fontsize=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6), dpi=80)\n",
    "# 解决中文显示的问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams.update({'font.size': 13})\n",
    "legends = []\n",
    "for i, layer in enumerate(model.layers):\n",
    "    if isinstance(layer, (Linear)):\n",
    "        t = layer.out.grad\n",
    "        hy, hx = torch.histogram(t, density=True)\n",
    "        plt.plot(hx[:-1].detach(), hy.detach())\n",
    "        layer_name = f'layer {i} ({layer.__class__.__name__})'\n",
    "        stats = f'mean {t.mean():+.2f}, std {t.std():.2f}'\n",
    "        legends.append(f'{layer_name}: {stats}')\n",
    "plt.legend(legends, shadow=True)\n",
    "plt.title('线性输出的梯度分布情况', fontsize=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer 0   (2, 100): mean -0.0019, std 0.1262, grad ratio 0.17823945\n",
      "layer 3 (100, 100): mean -0.0004, std 0.0667, grad ratio 0.67149943\n",
      "layer 6 (100, 100): mean -0.0001, std 0.0461, grad ratio 0.46003518\n",
      "layer 9 (100, 100): mean +0.0004, std 0.0336, grad ratio 0.33972958\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '权重参数的梯度分布情况')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 观察参数梯度的分布情况\n",
    "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
    "ax = fig.add_subplot(111)\n",
    "legends = []\n",
    "# 输出层的参数较为特殊，这里在作图时排除掉\n",
    "for i, layer in enumerate(model.layers[:-1]):\n",
    "    if isinstance(layer, (Linear)):\n",
    "        # 只观察权重参数，也就是w\n",
    "        p = layer.parameters()[0]\n",
    "        g = p.grad\n",
    "        # 统计梯度标准差与参数标准差的比例\n",
    "        grad_ratio = g.std() / p.std()\n",
    "        hy, hx = torch.histogram(g, density=True)\n",
    "        ax.plot(hx[:-1].detach(), hy.detach())\n",
    "        layer_name = f'layer {i} {str(tuple(p.shape)):>10}'\n",
    "        stats = f'mean {g.mean():+.4f}, std {g.std():.4f}, grad ratio {grad_ratio:.8f}'\n",
    "        legends.append(f'{layer_name}')\n",
    "        print(f'{layer_name}: {stats}')\n",
    "ax.legend(legends, shadow=True)\n",
    "ax.set_title('权重参数的梯度分布情况', fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "_, ud = train_model(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6), dpi=80)\n",
    "legends = []\n",
    "for i, p in enumerate(model.parameters()):\n",
    "    # 只观察权重参数，也就是w\n",
    "    if p.ndim == 2:\n",
    "        plt.plot([t.log10().item() for t in ud[i]])\n",
    "        legends.append(f'layer {i} {str(tuple(p.shape)):>10}')\n",
    "# 理想的标准线\n",
    "plt.plot([0, len(ud[0])], [-3, -3], 'k--')\n",
    "plt.legend(legends, shadow=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "@torch.no_grad()\n",
    "def layer_stats(func):\n",
    "    \"\"\"\n",
    "    只做向前传播，并记录每一层输出的分布情况\n",
    "    理想情况下，各层输出的方差应该保持稳定\n",
    "    参数\n",
    "    ----\n",
    "    func : 激活函数\n",
    "    \"\"\"\n",
    "    fig = plt.figure(figsize=(8, 6), dpi=80)\n",
    "    ax = fig.add_subplot(111)\n",
    "    legends = []\n",
    "    x = torch.randn(300, 1000)  # 批量大小是300\n",
    "    for i in range(10):\n",
    "        l = Linear(1000, 1000, bias=False)\n",
    "        b = BatchNorm1d(1000)\n",
    "        in_features, _ = l.weight.shape\n",
    "        # 做初步的优化\n",
    "        l.weight *= 1 / in_features ** 0.5\n",
    "        # 使用归一化层做进一步优化\n",
    "        x = func(b(l(x)))\n",
    "        # 记录输出的分布情况\n",
    "        hy, hx = torch.histogram(x, density=True)\n",
    "        ax.plot(hx[:-1].detach(), hy.detach())\n",
    "        layer_name = f'layer {str(i + 1):>2}'\n",
    "        stats = f'mean {x.mean().item():+.2f}, std {x.std().item():.2f}'\n",
    "        print (f'{layer_name}: {stats}')\n",
    "        legends.append(f'{layer_name}: {stats}')\n",
    "    return fig, legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer  1: mean -0.00, std 0.63\n",
      "layer  2: mean +0.00, std 0.63\n",
      "layer  3: mean -0.00, std 0.63\n",
      "layer  4: mean -0.00, std 0.63\n",
      "layer  5: mean -0.00, std 0.63\n",
      "layer  6: mean +0.00, std 0.63\n",
      "layer  7: mean +0.00, std 0.63\n",
      "layer  8: mean +0.00, std 0.63\n",
      "layer  9: mean +0.00, std 0.63\n",
      "layer 10: mean +0.00, std 0.63\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, legends = layer_stats(torch.tanh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer  1: mean +0.40, std 0.58\n",
      "layer  2: mean +0.40, std 0.58\n",
      "layer  3: mean +0.40, std 0.58\n",
      "layer  4: mean +0.40, std 0.58\n",
      "layer  5: mean +0.40, std 0.58\n",
      "layer  6: mean +0.40, std 0.59\n",
      "layer  7: mean +0.40, std 0.58\n",
      "layer  8: mean +0.40, std 0.58\n",
      "layer  9: mean +0.40, std 0.58\n",
      "layer 10: mean +0.40, std 0.58\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, legends = layer_stats(torch.relu)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
